{"id":"W4386315558","doi":"10.1093/dote/doad052.077","title":"225. PREDICTORS OF ANASTOMOTIC LEAK AMONG PATIENTS UNDERGOING ESOPHAGECTOMY: A RETROSPECTIVE COHORT OF 6669 PATIENTS","year":2023,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Esophagectomy; Logistic regression; Surgery; Odds ratio; Retrospective cohort study; Multivariate analysis; Cohort; Leak; General surgery; Esophageal cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006117637,0.0002392544,0.0003726981,0.001000176,0.0003787865,0.000561116,0.0002854934,0.0003607305,0.001550638],"category_scores_gemma":[0.001804861,0.0003969932,0.0004580773,0.00178425,0.0002566798,0.000566688,0.0004378156,0.0004809221,0.0003196162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002249151,"about_ca_system_score_gemma":0.0003344488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002850857,"about_ca_topic_score_gemma":0.003343697,"domain_scores_codex":[0.9993758,0.0001028842,0.0001253227,0.0001763311,0.0001229422,0.00009674306],"domain_scores_gemma":[0.9985496,0.0002100455,0.0008675577,0.0001068675,0.0000868207,0.0001790967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003531624,0.00001148356,0.9992731,0.000009275339,0.00001731092,0.00006857051,0.00002197635,0.00002595794,0.00006484347,0.000005876549,0.00006097717,0.0004053462],"study_design_scores_gemma":[0.000003701278,0.000051012,0.9990944,0.000009165278,0.00002156563,0.0003905696,0.000107411,0.0001395094,0.00002850143,0.00001115012,0.0001397059,0.000003384065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980949,0.0003463799,0.0001040924,0.00003614615,0.000007413783,0.00001239618,0.001128724,0.000004733667,0.0002653273],"genre_scores_gemma":[0.9991737,0.0001096835,0.00005949519,0.00001880068,0.00000963926,0.00001260005,0.0005665817,0.000001838787,0.00004768902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002850857,"threshold_uncertainty_score":0.005668461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007311122632355701,"score_gpt":0.2546639697438627,"score_spread":0.247352847111507,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}